Overview

Dataset statistics

Number of variables25
Number of observations1419910
Missing cells0
Missing cells (%)0.0%
Duplicate rows136643
Duplicate rows (%)9.6%
Total size in memory270.8 MiB
Average record size in memory200.0 B

Variable types

Numeric23
Categorical2

Alerts

is_Origination_channel_tpo has constant value "0.0"Constant
Dataset has 136643 (9.6%) duplicate rowsDuplicates
CLoan_to_value is highly overall correlated with Mortgage_Insurance and 2 other fieldsHigh correlation
Mortgage_Insurance is highly overall correlated with CLoan_to_value and 4 other fieldsHigh correlation
Number_of_units is highly overall correlated with is_Loan_purpose_cash and 2 other fieldsHigh correlation
OLoan_to_value is highly overall correlated with CLoan_to_value and 2 other fieldsHigh correlation
is_First_time_homeowner is highly overall correlated with Mortgage_Insurance and 3 other fieldsHigh correlation
is_First_time_homeowner_No is highly overall correlated with Mortgage_Insurance and 3 other fieldsHigh correlation
is_Loan_purpose_cash is highly overall correlated with Number_of_units and 3 other fieldsHigh correlation
is_Loan_purpose_noca is highly overall correlated with is_Loan_purpose_purc and 2 other fieldsHigh correlation
is_Loan_purpose_purc is highly overall correlated with CLoan_to_value and 6 other fieldsHigh correlation
is_Occupancy_status_inve is highly overall correlated with is_Occupancy_status_primHigh correlation
is_Occupancy_status_prim is highly overall correlated with is_Occupancy_status_inveHigh correlation
is_Occupancy_status_seco is highly overall correlated with Number_of_units and 4 other fieldsHigh correlation
is_Origination_channel_brok is highly overall correlated with is_Origination_channel_reta and 2 other fieldsHigh correlation
is_Origination_channel_corr is highly overall correlated with is_Origination_channel_retaHigh correlation
is_Origination_channel_reta is highly overall correlated with is_Origination_channel_brok and 1 other fieldsHigh correlation
is_Property_type_cond is highly overall correlated with is_Origination_channel_brok and 2 other fieldsHigh correlation
is_Property_type_coop is highly overall correlated with Number_of_units and 6 other fieldsHigh correlation
is_Property_type_manu is highly overall correlated with is_Occupancy_status_seco and 4 other fieldsHigh correlation
is_Property_type_pud is highly overall correlated with is_Property_type_cond and 2 other fieldsHigh correlation
is_Property_type_sing is highly overall correlated with is_Property_type_pudHigh correlation
DFlag is highly imbalanced (82.6%)Imbalance
is_Property_type_coop is highly skewed (γ1 = 29.33502469)Skewed

Reproduction

Analysis started2025-12-05 01:38:26.227389
Analysis finished2025-12-05 01:40:58.581204
Duration2 minutes and 32.35 seconds
Software versionydata-profiling vv4.18.0
Download configurationconfig.json

Variables

Credit_Score
Real number (ℝ)

Distinct524
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-3.6894518 × 10-16
Minimum-14.74573
Maximum1.3256295
Zeros0
Zeros (%)0.0%
Negative607258
Negative (%)42.8%
Memory size10.8 MiB
2025-12-04T20:40:58.626687image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-14.74573
5-th percentile-2.0203309
Q1-0.57888198
median0.22301507
Q30.80933917
95-th percentile1.21584
Maximum1.3256295
Range16.071359
Interquartile range (IQR)1.3882212

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-2.7104307 × 1015
Kurtosis0.017736332
Mean-3.6894518 × 10-16
Median Absolute Deviation (MAD)0.6661343
Skewness-0.8273442
Sum-5.0567905 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:58.690145image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
1.21583999611660
 
0.8%
1.13946884810846
 
0.8%
1.17765442210821
 
0.8%
1.10128327410805
 
0.8%
1.02491212610693
 
0.8%
0.948540977810396
 
0.7%
0.98672655189915
 
0.7%
1.2922111449817
 
0.7%
1.06309779812
 
0.7%
1.254025579629
 
0.7%
Other values (514)1315516
92.6%
ValueCountFrequency (%)
-14.745729941
 
< 0.1%
-6.8785956431
 
< 0.1%
-4.4300302211
 
< 0.1%
-3.743999781
 
< 0.1%
-3.70500263110
 
< 0.1%
-3.69157398311
 
< 0.1%
-3.66600548215
< 0.1%
-3.6527078659
 
< 0.1%
-3.63372790233
< 0.1%
-3.62700833412
 
< 0.1%
ValueCountFrequency (%)
1.3256295444399
0.3%
1.3250573377091
0.5%
1.3221552144164
0.3%
1.2922111449817
0.7%
1.2882203257042
0.5%
1.2866323954241
0.3%
1.2832890974183
0.3%
1.254025579629
0.7%
1.2513833138206
0.6%
1.2476352465112
0.4%

Mortgage_Insurance
Real number (ℝ)

High correlation 

Distinct60
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-3.9436683 × 10-17
Minimum-0.70968092
Maximum3.6315708
Zeros0
Zeros (%)0.0%
Negative965279
Negative (%)68.0%
Memory size10.8 MiB
2025-12-04T20:40:58.757037image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.70968092
5-th percentile-0.70968092
Q1-0.68194217
median-0.60252312
Q31.3029405
95-th percentile1.768082
Maximum3.6315708
Range4.3412518
Interquartile range (IQR)1.9848827

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-2.5357111 × 1016
Kurtosis-0.89932614
Mean-3.9436683 × 10-17
Median Absolute Deviation (MAD)0.1071578
Skewness0.96321866
Sum1.4551915 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:58.820842image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
-0.681942167347961
24.5%
-0.7096809171265648
18.7%
-0.601420843172731
12.2%
-0.6025231188172445
12.1%
1.35974460776272
 
5.4%
1.30294051170219
 
4.9%
1.76808196265072
 
4.6%
1.70546479752241
 
3.7%
1.93793326232654
 
2.3%
1.944300332532
 
2.3%
Other values (50)132135
 
9.3%
ValueCountFrequency (%)
-0.7096809171265648
18.7%
-0.681942167347961
24.5%
-0.6025231188172445
12.1%
-0.601420843172731
12.2%
-0.22665177441345
 
0.1%
-0.19193734122174
 
0.2%
-0.094431842651464
 
0.1%
-0.092276614351511
 
0.1%
0.24715287141
 
< 0.1%
0.256377368416836
 
1.2%
ValueCountFrequency (%)
3.6315708491
 
< 0.1%
3.5647663231
 
< 0.1%
2.8297590841
 
< 0.1%
2.7847520562
 
< 0.1%
2.5030892011
 
< 0.1%
2.36858715771
 
< 0.1%
2.36134265979
 
< 0.1%
2.1988724151
 
< 0.1%
2.1764193172739
0.2%
2.1140150432
 
< 0.1%

Number_of_units
Real number (ℝ)

High correlation 

Distinct16
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.6397563 × 10-16
Minimum-0.13364156
Maximum14.170713
Zeros0
Zeros (%)0.0%
Negative1391363
Negative (%)98.0%
Memory size10.8 MiB
2025-12-04T20:40:58.870332image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.13364156
5-th percentile-0.13364156
Q1-0.13364156
median-0.12920909
Q3-0.12333579
95-th percentile-0.1232318
Maximum14.170713
Range14.304355
Interquartile range (IQR)0.010305765

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-6.0984692 × 1015
Kurtosis103.53133
Mean-1.6397563 × 10-16
Median Absolute Deviation (MAD)0.0044324623
Skewness9.505424
Sum-2.1282176 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:58.918777image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%)
-0.1292090949515247
36.3%
-0.1336415571401795
28.3%
-0.1233357922237293
16.7%
-0.1232317996237028
16.7%
4.6374317137918
 
0.6%
4.278022856425
 
0.5%
4.4855270173155
 
0.2%
4.4439463193094
 
0.2%
9.404072521698
 
0.1%
8.6896872581498
 
0.1%
Other values (6)4759
 
0.3%
ValueCountFrequency (%)
-0.1336415571401795
28.3%
-0.1292090949515247
36.3%
-0.1233357922237293
16.7%
-0.1232317996237028
16.7%
4.278022856425
 
0.5%
4.4439463193094
 
0.2%
4.4855270173155
 
0.2%
4.6374317137918
 
0.6%
8.6896872581498
 
0.1%
9.011124438804
 
0.1%
ValueCountFrequency (%)
14.17071333980
 
0.1%
13.70325264590
 
< 0.1%
13.57830256605
 
< 0.1%
13.101351671007
 
0.1%
9.404072521698
 
0.1%
9.094389826773
 
0.1%
9.011124438804
 
0.1%
8.6896872581498
 
0.1%
4.6374317137918
0.6%
4.4855270173155
 
0.2%

CLoan_to_value
Real number (ℝ)

High correlation 

Distinct387
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.3043604 × 10-16
Minimum-4.5162549
Maximum2.4815234
Zeros0
Zeros (%)0.0%
Negative583105
Negative (%)41.1%
Memory size10.8 MiB
2025-12-04T20:40:58.978321image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-4.5162549
5-th percentile-1.9949564
Q1-0.46191536
median0.17084469
Q30.82583909
95-th percentile1.2450914
Maximum2.4815234
Range6.9977783
Interquartile range (IQR)1.2877544

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-2.3232263 × 1015
Kurtosis0.92378016
Mean-4.3043604 × 10-16
Median Absolute Deviation (MAD)0.6549944
Skewness-0.99022931
Sum-6.3300831 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.035515image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.2126226887102415
 
7.2%
0.170844688689045
 
6.3%
1.13244729472055
 
5.1%
1.0825001962720
 
4.4%
0.276043148752496
 
3.7%
0.27407795252209
 
3.7%
0.825839092333842
 
2.4%
-0.0939855130733489
 
2.4%
1.24509136933035
 
2.3%
1.2457196832974
 
2.3%
Other values (377)855630
60.3%
ValueCountFrequency (%)
-4.5162549053
< 0.1%
-4.5076944054
< 0.1%
-4.4515206781
 
< 0.1%
-4.4482098521
 
< 0.1%
-4.4478219781
 
< 0.1%
-4.4430493035
< 0.1%
-4.3874328193
< 0.1%
-4.386786457
< 0.1%
-4.3865003386
< 0.1%
-4.3784042013
< 0.1%
ValueCountFrequency (%)
2.4815233821
 
< 0.1%
1.745663698110
 
< 0.1%
1.684342057229
 
< 0.1%
1.623020417353
 
< 0.1%
1.561698777918
0.1%
1.50430008814
 
< 0.1%
1.5040282811
 
< 0.1%
1.5003771361164
0.1%
1.4396549868
 
< 0.1%
1.4392940527
 
< 0.1%

Debt_to_income
Real number (ℝ)

Distinct204
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-8.1987817 × 10-17
Minimum-4.2864145
Maximum2.0524391
Zeros0
Zeros (%)0.0%
Negative611286
Negative (%)43.1%
Memory size10.8 MiB
2025-12-04T20:40:59.102363image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-4.2864145
5-th percentile-1.8943943
Q1-0.69838413
median0.2058447
Q30.79043749
95-th percentile1.3750303
Maximum2.0524391
Range6.3388536
Interquartile range (IQR)1.4888216

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-1.2196938 × 1016
Kurtosis-0.036890652
Mean-8.1987817 × 10-17
Median Absolute Deviation (MAD)0.66928189
Skewness-0.6897523
Sum-2.1827873 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.162743image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.976030031336308
 
2.6%
0.856429019433446
 
2.4%
0.736828007629743
 
2.1%
0.617226995727247
 
1.9%
0.497625983925452
 
1.8%
0.907356050524591
 
1.7%
0.37802497224358
 
1.7%
0.790437491724155
 
1.7%
0.258423960123181
 
1.6%
0.138822948322083
 
1.6%
Other values (194)1149346
80.9%
ValueCountFrequency (%)
-4.28641449136
< 0.1%
-4.23706053427
< 0.1%
-4.16681347929
< 0.1%
-4.16287825314
 
< 0.1%
-4.15284357915
 
< 0.1%
-4.12014197530
< 0.1%
-4.04721246743
< 0.1%
-4.04354995815
 
< 0.1%
-4.0338304720
< 0.1%
-4.00322341737
< 0.1%
ValueCountFrequency (%)
2.0524391381
 
< 0.1%
1.9328381261
 
< 0.1%
1.8035365151
 
< 0.1%
1.6936361021
 
< 0.1%
1.6842082193049
 
0.2%
1.678798783015
 
0.2%
1.57403509111883
0.8%
1.5648799243273
 
0.2%
1.5597856713347
 
0.2%
1.49194884413406
0.9%

OLoan_to_value
Real number (ℝ)

High correlation 

Distinct373
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.2298173 × 10-16
Minimum-4.4565886
Maximum2.4989856
Zeros0
Zeros (%)0.0%
Negative591210
Negative (%)41.6%
Memory size10.8 MiB
2025-12-04T20:40:59.233426image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-4.4565886
5-th percentile-1.9850646
Q1-0.47085268
median0.18392658
Q30.81545809
95-th percentile1.264871
Maximum2.4989856
Range6.9555742
Interquartile range (IQR)1.2863108

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)8.1312922 × 1015
Kurtosis0.87671582
Mean1.2298173 × 10-16
Median Absolute Deviation (MAD)0.65477925
Skewness-0.97433833
Sum1.6370905 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.296151image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%)
0.2262477979102690
 
7.2%
0.183926576889710
 
6.3%
1.14762798372324
 
5.1%
1.09339727462116
 
4.4%
0.301823057452957
 
3.7%
0.30058008552681
 
3.7%
-0.0808789304133918
 
2.4%
0.840501254532896
 
2.3%
1.26487103532522
 
2.3%
1.26488874432473
 
2.3%
Other values (363)855623
60.3%
ValueCountFrequency (%)
-4.4565886043
< 0.1%
-4.4493009964
< 0.1%
-4.4420784721
 
< 0.1%
-4.4240582891
 
< 0.1%
-4.3923025411
 
< 0.1%
-4.3850966175
< 0.1%
-4.3806531276
< 0.1%
-4.3634269093
< 0.1%
-4.3280164777
< 0.1%
-4.3208922384
< 0.1%
ValueCountFrequency (%)
2.4989855871
 
< 0.1%
1.3934431623907
 
0.3%
1.3932975023888
 
0.3%
1.32915709969
 
< 0.1%
1.32909312358
 
< 0.1%
1.27047867427415
1.9%
1.26488874432473
2.3%
1.26487103532522
2.3%
1.21466003425162
1.8%
1.209053328486
 
< 0.1%

Single_borrower
Real number (ℝ)

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.0496954 × 10-17
Minimum-1.0418488
Maximum1.0196166
Zeros0
Zeros (%)0.0%
Negative696349
Negative (%)49.0%
Memory size10.8 MiB
2025-12-04T20:40:59.344592image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-1.0418488
5-th percentile-1.0418488
Q1-1.0374197
median0.95983216
Q30.96393
95-th percentile1.0196166
Maximum1.0196166
Range2.0614654
Interquartile range (IQR)2.0013497

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)4.8787753 × 1016
Kurtosis-1.9955912
Mean2.0496954 × 10-17
Median Absolute Deviation (MAD)0.059784468
Skewness-0.038365347
Sum2.910383 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.388027image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0.9639299981272576
19.2%
-1.037419732253267
17.8%
0.9598321625213777
15.1%
-1.041848814196948
13.9%
-0.9807607778123254
8.7%
-0.9826414961122880
8.7%
1.017665144118651
8.4%
1.019616631118557
8.3%
ValueCountFrequency (%)
-1.041848814196948
13.9%
-1.037419732253267
17.8%
-0.9826414961122880
8.7%
-0.9807607778123254
8.7%
0.9598321625213777
15.1%
0.9639299981272576
19.2%
1.017665144118651
8.4%
1.019616631118557
8.3%
ValueCountFrequency (%)
1.019616631118557
8.3%
1.017665144118651
8.4%
0.9639299981272576
19.2%
0.9598321625213777
15.1%
-0.9807607778123254
8.7%
-0.9826414961122880
8.7%
-1.037419732253267
17.8%
-1.041848814196948
13.9%

is_Loan_purpose_purc
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.0496954 × 10-17
Minimum-1.2341197
Maximum1.0991625
Zeros0
Zeros (%)0.0%
Negative689829
Negative (%)48.6%
Memory size10.8 MiB
2025-12-04T20:40:59.430711image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-1.2341197
5-th percentile-1.2341197
Q1-0.99927951
median0.8102942
Q31.000721
95-th percentile1.0991625
Maximum1.0991625
Range2.3332822
Interquartile range (IQR)2.0000005

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)4.8787753 × 1016
Kurtosis-1.936387
Mean2.0496954 × 10-17
Median Absolute Deviation (MAD)0.28886834
Skewness-0.059091863
Sum2.910383 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.472955image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.9992795121263111
18.5%
1.000721007262732
18.5%
0.8102942041247936
17.5%
-1.234119651162789
11.5%
-0.9097835451132303
9.3%
-0.9137720785131626
9.3%
1.094364802109905
7.7%
1.099162549109508
7.7%
ValueCountFrequency (%)
-1.234119651162789
11.5%
-0.9992795121263111
18.5%
-0.9137720785131626
9.3%
-0.9097835451132303
9.3%
0.8102942041247936
17.5%
1.000721007262732
18.5%
1.094364802109905
7.7%
1.099162549109508
7.7%
ValueCountFrequency (%)
1.099162549109508
7.7%
1.094364802109905
7.7%
1.000721007262732
18.5%
0.8102942041247936
17.5%
-0.9097835451132303
9.3%
-0.9137720785131626
9.3%
-0.9992795121263111
18.5%
-1.234119651162789
11.5%

is_Loan_purpose_cash
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-8.1987817 × 10-17
Minimum-0.62890372
Maximum1.6254685
Zeros0
Zeros (%)0.0%
Negative1024925
Negative (%)72.2%
Memory size10.8 MiB
2025-12-04T20:40:59.517352image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.62890372
5-th percentile-0.62890372
Q1-0.6179622
median-0.6179622
Q31.5900685
95-th percentile1.6254685
Maximum1.6254685
Range2.2543722
Interquartile range (IQR)2.2080307

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-1.2196938 × 1016
Kurtosis-1.0191041
Mean-8.1987817 × 10-17
Median Absolute Deviation (MAD)0.010369392
Skewness0.99018977
Sum0
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.558807image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.6179622046380528
26.8%
-0.6152072592297955
21.0%
-0.6283315966173366
12.2%
-0.6289037186173076
12.2%
1.618221944145315
 
10.2%
1.625468466112770
 
7.9%
1.59006851268455
 
4.8%
1.59151633568445
 
4.8%
ValueCountFrequency (%)
-0.6289037186173076
12.2%
-0.6283315966173366
12.2%
-0.6179622046380528
26.8%
-0.6152072592297955
21.0%
1.59006851268455
 
4.8%
1.59151633568445
 
4.8%
1.618221944145315
 
10.2%
1.625468466112770
 
7.9%
ValueCountFrequency (%)
1.625468466112770
 
7.9%
1.618221944145315
 
10.2%
1.59151633568445
 
4.8%
1.59006851268455
 
4.8%
-0.6152072592297955
21.0%
-0.6179622046380528
26.8%
-0.6283315966173366
12.2%
-0.6289037186173076
12.2%

is_Loan_purpose_noca
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.1987817 × 10-17
Minimum-0.59903886
Maximum2.6854012
Zeros0
Zeros (%)0.0%
Negative1125066
Negative (%)79.2%
Memory size10.8 MiB
2025-12-04T20:40:59.593178image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.59903886
5-th percentile-0.59903886
Q1-0.59512767
median-0.53729176
Q3-0.37238383
95-th percentile1.8611862
Maximum2.6854012
Range3.2844401
Interquartile range (IQR)0.22274384

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)1.2196938 × 1016
Kurtosis0.5920584
Mean8.1987817 × 10-17
Median Absolute Deviation (MAD)0.061747108
Skewness1.5262188
Sum4.3655746 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.639250image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.5372917561408047
28.7%
-0.3723838342360706
25.4%
-0.5951276716178360
12.6%
-0.5990388642177953
12.5%
1.861186197117796
 
8.3%
1.66934077263858
 
4.5%
1.68031171863171
 
4.4%
2.68540121350019
 
3.5%
ValueCountFrequency (%)
-0.5990388642177953
12.5%
-0.5951276716178360
12.6%
-0.5372917561408047
28.7%
-0.3723838342360706
25.4%
1.66934077263858
 
4.5%
1.68031171863171
 
4.4%
1.861186197117796
 
8.3%
2.68540121350019
 
3.5%
ValueCountFrequency (%)
2.68540121350019
 
3.5%
1.861186197117796
 
8.3%
1.68031171863171
 
4.4%
1.66934077263858
 
4.5%
-0.3723838342360706
25.4%
-0.5372917561408047
28.7%
-0.5951276716178360
12.6%
-0.5990388642177953
12.5%

is_First_time_homeowner
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0
Minimum-0.65283827
Maximum1.996471
Zeros0
Zeros (%)0.0%
Negative1069851
Negative (%)75.3%
Memory size10.8 MiB
2025-12-04T20:40:59.677655image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.65283827
5-th percentile-0.65283827
Q1-0.57394586
median-0.50140212
Q3-0.5008838
95-th percentile1.9944072
Maximum1.996471
Range2.6493093
Interquartile range (IQR)0.073062058

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)nan
Kurtosis-0.51089249
Mean0
Median Absolute Deviation (MAD)0.072543736
Skewness1.1955987
Sum1.4551915 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.868705image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.573945857395545
27.9%
-0.6528382658287986
20.3%
-0.5008837993193312
13.6%
-0.5014021209193008
13.6%
1.742324625130298
 
9.2%
1.531772956122739
 
8.6%
1.994407248523
 
3.4%
1.99647104148499
 
3.4%
ValueCountFrequency (%)
-0.6528382658287986
20.3%
-0.573945857395545
27.9%
-0.5014021209193008
13.6%
-0.5008837993193312
13.6%
1.531772956122739
 
8.6%
1.742324625130298
 
9.2%
1.994407248523
 
3.4%
1.99647104148499
 
3.4%
ValueCountFrequency (%)
1.99647104148499
 
3.4%
1.994407248523
 
3.4%
1.742324625130298
 
9.2%
1.531772956122739
 
8.6%
-0.5008837993193312
13.6%
-0.5014021209193008
13.6%
-0.573945857395545
27.9%
-0.6528382658287986
20.3%

is_First_time_homeowner_No
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-8.1987817 × 10-17
Minimum-1.996471
Maximum0.65283827
Zeros0
Zeros (%)0.0%
Negative350059
Negative (%)24.7%
Memory size10.8 MiB
2025-12-04T20:40:59.908944image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-1.996471
5-th percentile-1.9944072
Q10.5008838
median0.50140212
Q30.57394586
95-th percentile0.65283827
Maximum0.65283827
Range2.6493093
Interquartile range (IQR)0.073062058

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-1.2196938 × 1016
Kurtosis-0.51089249
Mean-8.1987817 × 10-17
Median Absolute Deviation (MAD)0.072543736
Skewness-1.1955987
Sum-5.8207661 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:40:59.952464image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0.573945857395545
27.9%
0.6528382658287986
20.3%
0.5008837993193312
13.6%
0.5014021209193008
13.6%
-1.742324625130298
 
9.2%
-1.531772956122739
 
8.6%
-1.994407248523
 
3.4%
-1.99647104148499
 
3.4%
ValueCountFrequency (%)
-1.99647104148499
 
3.4%
-1.994407248523
 
3.4%
-1.742324625130298
 
9.2%
-1.531772956122739
 
8.6%
0.5008837993193312
13.6%
0.5014021209193008
13.6%
0.573945857395545
27.9%
0.6528382658287986
20.3%
ValueCountFrequency (%)
0.6528382658287986
20.3%
0.573945857395545
27.9%
0.5014021209193008
13.6%
0.5008837993193312
13.6%
-1.531772956122739
 
8.6%
-1.742324625130298
 
9.2%
-1.994407248523
 
3.4%
-1.99647104148499
 
3.4%

is_Occupancy_status_prim
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-1.2298173 × 10-16
Minimum-3.4547403
Maximum0.30842583
Zeros0
Zeros (%)0.0%
Negative114771
Negative (%)8.1%
Memory size10.8 MiB
2025-12-04T20:40:59.991762image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-3.4547403
5-th percentile-3.3916878
Q10.28945736
median0.29305846
Q30.30842583
95-th percentile0.30842583
Maximum0.30842583
Range3.7631662
Interquartile range (IQR)0.018968471

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-8.1312922 × 1015
Kurtosis7.4885496
Mean-1.2298173 × 10-16
Median Absolute Deviation (MAD)0.0036011055
Skewness-3.0788565
Sum-1.6007107 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.035223image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0.2894573556485191
34.2%
0.3084258265375048
26.4%
0.2930584611222686
15.7%
0.2948384581222214
15.6%
-3.45474032940652
 
2.9%
-3.24227063435677
 
2.5%
-3.39168779519317
 
1.4%
-3.41228844319125
 
1.3%
ValueCountFrequency (%)
-3.45474032940652
 
2.9%
-3.41228844319125
 
1.3%
-3.39168779519317
 
1.4%
-3.24227063435677
 
2.5%
0.2894573556485191
34.2%
0.2930584611222686
15.7%
0.2948384581222214
15.6%
0.3084258265375048
26.4%
ValueCountFrequency (%)
0.3084258265375048
26.4%
0.2948384581222214
15.6%
0.2930584611222686
15.7%
0.2894573556485191
34.2%
-3.24227063435677
 
2.5%
-3.39168779519317
 
1.4%
-3.41228844319125
 
1.3%
-3.45474032940652
 
2.9%

is_Occupancy_status_inve
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.0993909 × 10-17
Minimum-0.2515887
Maximum4.3437165
Zeros0
Zeros (%)0.0%
Negative1341596
Negative (%)94.5%
Memory size10.8 MiB
2025-12-04T20:41:00.076003image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.2515887
5-th percentile-0.2515887
Q1-0.2515887
median-0.24464137
Q3-0.2302176
95-th percentile3.9747413
Maximum4.3437165
Range4.5953052
Interquartile range (IQR)0.021371098

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-2.4393877 × 1016
Kurtosis13.280926
Mean-4.0993909 × 10-17
Median Absolute Deviation (MAD)0.0069473272
Skewness3.9055755
Sum-2.910383 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.115897image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.2302176018499376
35.2%
-0.2515887386275
27.2%
-0.2446413728228156
16.1%
-0.2456170993227789
16.0%
4.34371651926467
 
1.9%
3.97474131324450
 
1.7%
4.07137777813742
 
1.0%
4.08761604213655
 
1.0%
ValueCountFrequency (%)
-0.2515887386275
27.2%
-0.2456170993227789
16.0%
-0.2446413728228156
16.1%
-0.2302176018499376
35.2%
3.97474131324450
 
1.7%
4.07137777813742
 
1.0%
4.08761604213655
 
1.0%
4.34371651926467
 
1.9%
ValueCountFrequency (%)
4.34371651926467
 
1.9%
4.08761604213655
 
1.0%
4.07137777813742
 
1.0%
3.97474131324450
 
1.7%
-0.2302176018499376
35.2%
-0.2446413728228156
16.1%
-0.2456170993227789
16.0%
-0.2515887386275
27.2%

is_Occupancy_status_seco
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6.1490863 × 10-17
Minimum-0.16763881
Maximum6.5731852
Zeros0
Zeros (%)0.0%
Negative1383453
Negative (%)97.4%
Memory size10.8 MiB
2025-12-04T20:41:00.156342image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.16763881
5-th percentile-0.16763881
Q1-0.16763881
median-0.16650404
Q3-0.1537117
95-th percentile-0.15213324
Maximum6.5731852
Range6.740824
Interquartile range (IQR)0.013927106

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)1.6262584 × 1016
Kurtosis34.235148
Mean6.1490863 × 10-17
Median Absolute Deviation (MAD)0.0011347612
Skewness6.0135353
Sum5.8207661 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.198827image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.1665040439511658
36.0%
-0.1676388051399498
28.1%
-0.152133245236341
16.6%
-0.1537116991235956
16.6%
6.00586013914185
 
1.0%
5.96520596411227
 
0.8%
6.5056856825575
 
0.4%
6.5731852385470
 
0.4%
ValueCountFrequency (%)
-0.1676388051399498
28.1%
-0.1665040439511658
36.0%
-0.1537116991235956
16.6%
-0.152133245236341
16.6%
5.96520596411227
 
0.8%
6.00586013914185
 
1.0%
6.5056856825575
 
0.4%
6.5731852385470
 
0.4%
ValueCountFrequency (%)
6.5731852385470
 
0.4%
6.5056856825575
 
0.4%
6.00586013914185
 
1.0%
5.96520596411227
 
0.8%
-0.152133245236341
16.6%
-0.1537116991235956
16.6%
-0.1665040439511658
36.0%
-0.1676388051399498
28.1%

is_Origination_channel_reta
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.0496954 × 10-17
Minimum-1.2063821
Maximum0.93653205
Zeros0
Zeros (%)0.0%
Negative613962
Negative (%)43.2%
Memory size10.8 MiB
2025-12-04T20:41:00.244877image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-1.2063821
5-th percentile-1.2063821
Q1-1.1831355
median0.82892476
Q30.84521175
95-th percentile0.93653205
Maximum0.93653205
Range2.1429142
Interquartile range (IQR)2.0283472

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)4.8787753 × 1016
Kurtosis-1.912662
Mean2.0496954 × 10-17
Median Absolute Deviation (MAD)0.10760729
Skewness-0.27408126
Sum0
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.283458image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0.9365320496280137
19.7%
-1.067769117245706
17.3%
0.8452117544239576
16.9%
-1.183135463171149
12.1%
0.8289247643143328
10.1%
0.8307389154142907
10.1%
-1.20374762998624
 
6.9%
-1.20638210398483
 
6.9%
ValueCountFrequency (%)
-1.20638210398483
 
6.9%
-1.20374762998624
 
6.9%
-1.183135463171149
12.1%
-1.067769117245706
17.3%
0.8289247643143328
10.1%
0.8307389154142907
10.1%
0.8452117544239576
16.9%
0.9365320496280137
19.7%
ValueCountFrequency (%)
0.9365320496280137
19.7%
0.8452117544239576
16.9%
0.8307389154142907
10.1%
0.8289247643143328
10.1%
-1.067769117245706
17.3%
-1.183135463171149
12.1%
-1.20374762998624
 
6.9%
-1.20638210398483
 
6.9%

is_Origination_channel_brok
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.0993909 × 10-17
Minimum-0.36055104
Maximum2.9789036
Zeros0
Zeros (%)0.0%
Negative1268065
Negative (%)89.3%
Memory size10.8 MiB
2025-12-04T20:41:00.321891image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.36055104
5-th percentile-0.36055104
Q1-0.36055104
median-0.33834045
Q3-0.33569397
95-th percentile2.9556029
Maximum2.9789036
Range3.3394547
Interquartile range (IQR)0.024857071

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)2.4393877 × 1016
Kurtosis4.5017919
Mean4.0993909 × 10-17
Median Absolute Deviation (MAD)0.0026464745
Skewness2.5477503
Sum4.3655746 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.364042image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.3605510449465349
32.8%
-0.3383404484368537
26.0%
-0.3356939739217321
15.3%
-0.33730537216858
15.3%
2.77353238760494
 
4.3%
2.95560286942188
 
3.0%
2.96467263524673
 
1.7%
2.97890363824490
 
1.7%
ValueCountFrequency (%)
-0.3605510449465349
32.8%
-0.3383404484368537
26.0%
-0.33730537216858
15.3%
-0.3356939739217321
15.3%
2.77353238760494
 
4.3%
2.95560286942188
 
3.0%
2.96467263524673
 
1.7%
2.97890363824490
 
1.7%
ValueCountFrequency (%)
2.97890363824490
 
1.7%
2.96467263524673
 
1.7%
2.95560286942188
 
3.0%
2.77353238760494
 
4.3%
-0.3356939739217321
15.3%
-0.33730537216858
15.3%
-0.3383404484368537
26.0%
-0.3605510449465349
32.8%

is_Origination_channel_corr
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0
Minimum-0.73737883
Maximum1.5059965
Zeros0
Zeros (%)0.0%
Negative957796
Negative (%)67.5%
Memory size10.8 MiB
2025-12-04T20:41:00.411271image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.73737883
5-th percentile-0.73737883
Q1-0.67652139
median-0.66429492
Q31.356155
95-th percentile1.5059965
Maximum1.5059965
Range2.2433753
Interquartile range (IQR)2.0326764

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)nan
Kurtosis-1.4312634
Mean0
Median Absolute Deviation (MAD)0.07308391
Skewness0.7474927
Sum-1.1641532 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.453066image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.7373788319340632
24.0%
-0.6765213939281766
19.8%
1.356155014185211
13.0%
-0.6640121826167818
11.8%
-0.6642949218167580
11.8%
1.478149854128959
 
9.1%
1.50599646573993
 
5.2%
1.50535547973951
 
5.2%
ValueCountFrequency (%)
-0.7373788319340632
24.0%
-0.6765213939281766
19.8%
-0.6642949218167580
11.8%
-0.6640121826167818
11.8%
1.356155014185211
13.0%
1.478149854128959
 
9.1%
1.50535547973951
 
5.2%
1.50599646573993
 
5.2%
ValueCountFrequency (%)
1.50599646573993
 
5.2%
1.50535547973951
 
5.2%
1.478149854128959
 
9.1%
1.356155014185211
13.0%
-0.6640121826167818
11.8%
-0.6642949218167580
11.8%
-0.6765213939281766
19.8%
-0.7373788319340632
24.0%

is_Origination_channel_tpo
Categorical

Constant 

Distinct1
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size81.2 MiB
0.0
1419910 

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters4259730
Distinct characters2
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.01419910
100.0%

Length

2025-12-04T20:41:00.501518image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2025-12-04T20:41:00.536069image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
ValueCountFrequency (%)
0.01419910
100.0%

Most occurring characters

ValueCountFrequency (%)
02839820
66.7%
.1419910
33.3%

Most occurring categories

ValueCountFrequency (%)
(unknown)4259730
100.0%

Most frequent character per category

(unknown)
ValueCountFrequency (%)
02839820
66.7%
.1419910
33.3%

Most occurring scripts

ValueCountFrequency (%)
(unknown)4259730
100.0%

Most frequent character per script

(unknown)
ValueCountFrequency (%)
02839820
66.7%
.1419910
33.3%

Most occurring blocks

ValueCountFrequency (%)
(unknown)4259730
100.0%

Most frequent character per block

(unknown)
ValueCountFrequency (%)
02839820
66.7%
.1419910
33.3%

is_Property_type_cond
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean8.1987817 × 10-17
Minimum-0.27966045
Maximum3.7472309
Zeros0
Zeros (%)0.0%
Negative1320181
Negative (%)93.0%
Memory size10.8 MiB
2025-12-04T20:41:00.562222image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.27966045
5-th percentile-0.27966045
Q1-0.27966045
median-0.27581226
Q3-0.27055357
95-th percentile3.5757649
Maximum3.7472309
Range4.0268913
Interquartile range (IQR)0.0091068766

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)1.2196938 × 1016
Kurtosis9.3283241
Mean8.1987817 × 10-17
Median Absolute Deviation (MAD)0.003848183
Skewness3.3650551
Sum4.3655746 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.604653image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.2796604462487700
34.3%
-0.2758122631381689
26.9%
-0.2668637277225735
15.9%
-0.2705535695225057
15.9%
3.57576487438143
 
2.7%
3.62565459829036
 
2.0%
3.69612569516474
 
1.2%
3.74723087616076
 
1.1%
ValueCountFrequency (%)
-0.2796604462487700
34.3%
-0.2758122631381689
26.9%
-0.2705535695225057
15.9%
-0.2668637277225735
15.9%
3.57576487438143
 
2.7%
3.62565459829036
 
2.0%
3.69612569516474
 
1.2%
3.74723087616076
 
1.1%
ValueCountFrequency (%)
3.74723087616076
 
1.1%
3.69612569516474
 
1.2%
3.62565459829036
 
2.0%
3.57576487438143
 
2.7%
-0.2668637277225735
15.9%
-0.2705535695225057
15.9%
-0.2758122631381689
26.9%
-0.2796604462487700
34.3%

is_Property_type_coop
Real number (ℝ)

High correlation  Skewed 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean7.6863579 × 10-17
Minimum-0.035711993
Maximum30.061281
Zeros0
Zeros (%)0.0%
Negative1418263
Negative (%)99.9%
Memory size10.8 MiB
2025-12-04T20:41:00.648627image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.035711993
5-th percentile-0.035711993
Q1-0.034006868
median-0.033967115
Q3-0.033265382
95-th percentile-0.033265382
Maximum30.061281
Range30.096993
Interquartile range (IQR)0.00074148626

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)1.3010068 × 1016
Kurtosis859.00505
Mean7.6863579 × 10-17
Median Absolute Deviation (MAD)3.975381 × 10-5
Skewness29.335025
Sum1.0913936 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.689488image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.03396711456525237
37.0%
-0.03326538211410271
28.9%
-0.03571199345241503
17.0%
-0.03400686837241252
17.0%
29.44023986606
 
< 0.1%
30.06128102454
 
< 0.1%
28.00179725308
 
< 0.1%
29.40582441279
 
< 0.1%
ValueCountFrequency (%)
-0.03571199345241503
17.0%
-0.03400686837241252
17.0%
-0.03396711456525237
37.0%
-0.03326538211410271
28.9%
28.00179725308
 
< 0.1%
29.40582441279
 
< 0.1%
29.44023986606
 
< 0.1%
30.06128102454
 
< 0.1%
ValueCountFrequency (%)
30.06128102454
 
< 0.1%
29.44023986606
 
< 0.1%
29.40582441279
 
< 0.1%
28.00179725308
 
< 0.1%
-0.03326538211410271
28.9%
-0.03396711456525237
37.0%
-0.03400686837241252
17.0%
-0.03571199345241503
17.0%

is_Property_type_manu
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.0993909 × 10-17
Minimum-0.076494215
Maximum16.612903
Zeros0
Zeros (%)0.0%
Negative1412858
Negative (%)99.5%
Memory size10.8 MiB
2025-12-04T20:41:00.729960image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.076494215
5-th percentile-0.076494215
Q1-0.076494215
median-0.073968711
Q3-0.060643228
95-th percentile-0.060194176
Maximum16.612903
Range16.689397
Interquartile range (IQR)0.015850987

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)2.4393877 × 1016
Kurtosis205.41903
Mean4.0993909 × 10-17
Median Absolute Deviation (MAD)0.0025255047
Skewness14.315827
Sum8.5492502 × 10-11
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.772666image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.07649421547522784
36.8%
-0.07396871074408490
28.8%
-0.06019417567240938
17.0%
-0.06064322818240646
16.9%
13.072883933059
 
0.2%
13.519229822235
 
0.2%
16.48988733885
 
0.1%
16.61290297873
 
0.1%
ValueCountFrequency (%)
-0.07649421547522784
36.8%
-0.07396871074408490
28.8%
-0.06064322818240646
16.9%
-0.06019417567240938
17.0%
13.072883933059
 
0.2%
13.519229822235
 
0.2%
16.48988733885
 
0.1%
16.61290297873
 
0.1%
ValueCountFrequency (%)
16.61290297873
 
0.1%
16.48988733885
 
0.1%
13.519229822235
 
0.2%
13.072883933059
 
0.2%
-0.06019417567240938
17.0%
-0.06064322818240646
16.9%
-0.07396871074408490
28.8%
-0.07649421547522784
36.8%

is_Property_type_pud
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean0
Minimum-0.59066961
Maximum1.735384
Zeros0
Zeros (%)0.0%
Negative1059606
Negative (%)74.6%
Memory size10.8 MiB
2025-12-04T20:41:00.813965image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-0.59066961
5-th percentile-0.59066961
Q1-0.59014463
median-0.57624134
Q31.6929938
95-th percentile1.735384
Maximum1.735384
Range2.3260536
Interquartile range (IQR)2.2831385

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)nan
Kurtosis-0.7181401
Mean0
Median Absolute Deviation (MAD)0.013903298
Skewness1.1319486
Sum0
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.855441image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
-0.5762413368394761
27.8%
-0.583373327306437
21.6%
-0.5901446349179349
12.6%
-0.5906696108179059
12.6%
1.735384007131082
 
9.2%
1.71416819104288
 
7.3%
1.69299381962472
 
4.4%
1.69449985862462
 
4.4%
ValueCountFrequency (%)
-0.5906696108179059
12.6%
-0.5901446349179349
12.6%
-0.583373327306437
21.6%
-0.5762413368394761
27.8%
1.69299381962472
 
4.4%
1.69449985862462
 
4.4%
1.71416819104288
 
7.3%
1.735384007131082
 
9.2%
ValueCountFrequency (%)
1.735384007131082
 
9.2%
1.71416819104288
 
7.3%
1.69449985862462
 
4.4%
1.69299381962472
 
4.4%
-0.5762413368394761
27.8%
-0.583373327306437
21.6%
-0.5901446349179349
12.6%
-0.5906696108179059
12.6%

is_Property_type_sing
Real number (ℝ)

High correlation 

Distinct8
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.0993909 × 10-17
Minimum-1.4288068
Maximum0.70447137
Zeros0
Zeros (%)0.0%
Negative468732
Negative (%)33.0%
Memory size10.8 MiB
2025-12-04T20:41:00.896596image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Quantile statistics

Minimum-1.4288068
5-th percentile-1.4288068
Q1-1.4211784
median0.6998847
Q30.70364142
95-th percentile0.70447137
Maximum0.70447137
Range2.1332781
Interquartile range (IQR)2.1248198

Descriptive statistics

Standard deviation1.0000004
Coefficient of variation (CV)-2.4393877 × 1016
Kurtosis-1.4779083
Mean-4.0993909 × 10-17
Median Absolute Deviation (MAD)0.0037567191
Skewness-0.72253797
Sum-1.1641532 × 10-10
Variance1.0000007
MonotonicityNot monotonic
2025-12-04T20:41:00.936007image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram with fixed size bins (bins=8)
ValueCountFrequency (%)
0.6998846979352953
24.9%
0.703641417274712
19.3%
-1.428806778172890
12.2%
0.701294012162092
11.4%
0.704471372161421
11.4%
-1.421178424136013
 
9.6%
-1.41950409980110
 
5.6%
-1.42593546179719
 
5.6%
ValueCountFrequency (%)
-1.428806778172890
12.2%
-1.42593546179719
 
5.6%
-1.421178424136013
 
9.6%
-1.41950409980110
 
5.6%
0.6998846979352953
24.9%
0.701294012162092
11.4%
0.703641417274712
19.3%
0.704471372161421
11.4%
ValueCountFrequency (%)
0.704471372161421
11.4%
0.703641417274712
19.3%
0.701294012162092
11.4%
0.6998846979352953
24.9%
-1.41950409980110
 
5.6%
-1.421178424136013
 
9.6%
-1.42593546179719
 
5.6%
-1.428806778172890
12.2%

DFlag
Categorical

Imbalance 

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size81.2 MiB
0.0
1383037 
1.0
 
36873

Length

Max length3
Median length3
Mean length3
Min length3

Characters and Unicode

Total characters4259730
Distinct characters3
Distinct categories1 ?
Distinct scripts1 ?
Distinct blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique0 ?
Unique (%)0.0%

Sample

1st row0.0
2nd row0.0
3rd row0.0
4th row0.0
5th row0.0

Common Values

ValueCountFrequency (%)
0.01383037
97.4%
1.036873
 
2.6%

Length

2025-12-04T20:41:00.987728image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Histogram of lengths of the category

Common Values (Plot)

2025-12-04T20:41:01.024096image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
ValueCountFrequency (%)
0.01383037
97.4%
1.036873
 
2.6%

Most occurring characters

ValueCountFrequency (%)
02802947
65.8%
.1419910
33.3%
136873
 
0.9%

Most occurring categories

ValueCountFrequency (%)
(unknown)4259730
100.0%

Most frequent character per category

(unknown)
ValueCountFrequency (%)
02802947
65.8%
.1419910
33.3%
136873
 
0.9%

Most occurring scripts

ValueCountFrequency (%)
(unknown)4259730
100.0%

Most frequent character per script

(unknown)
ValueCountFrequency (%)
02802947
65.8%
.1419910
33.3%
136873
 
0.9%

Most occurring blocks

ValueCountFrequency (%)
(unknown)4259730
100.0%

Most frequent character per block

(unknown)
ValueCountFrequency (%)
02802947
65.8%
.1419910
33.3%
136873
 
0.9%

Interactions

2025-12-04T20:40:50.882684image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:09.391526image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:14.111248image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:18.564754image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:23.168143image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:27.718970image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:32.457115image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:37.182145image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:41.646854image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:46.317558image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:50.782099image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:55.507951image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:00.049899image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:04.580405image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:09.305505image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:13.832266image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:18.463521image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:23.286360image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:28.041358image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:32.875454image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:37.413129image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:41.944765image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:46.374694image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:51.089247image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:09.605312image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:14.299198image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:18.763752image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:23.376886image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:27.903836image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:32.662177image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:37.383369image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:41.846098image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:46.511811image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:50.982070image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:55.704451image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:00.234410image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:04.786381image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:09.520719image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:14.040206image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:18.675322image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:23.485132image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:28.240798image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:33.075383image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:37.608291image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:42.138680image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:46.560503image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:51.280920image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:09.811408image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:14.480900image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:18.958143image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:23.568334image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:28.102555image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:32.863501image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:37.569695image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:42.034362image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:46.704790image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:51.181933image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:55.907954image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:00.439085image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:04.980136image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:09.709097image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:14.228604image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:18.884489image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:23.679045image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:28.446794image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:33.273386image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:37.794717image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:42.330629image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:46.743445image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:51.480658image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:10.009397image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:14.672226image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:19.157972image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:23.761563image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:28.295868image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:33.073718image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:37.763319image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:42.379223image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:46.898650image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:51.381895image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:56.093181image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:00.645921image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:05.182748image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:09.902102image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:14.413216image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:19.093874image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:23.872934image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:28.663702image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:33.473604image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:37.993159image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:42.527725image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:46.936820image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:51.687860image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:10.222245image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:14.859922image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:19.364398image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:23.949700image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:28.485630image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:33.276797image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:37.957199image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:42.567309image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:47.092511image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:51.581783image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:56.308865image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:00.849102image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:05.389796image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:10.096203image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:14.605116image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:19.334992image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:24.085071image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:28.871010image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:33.673929image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:38.191873image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:42.720722image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:47.119231image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:51.886507image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:10.421468image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:15.062108image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:19.672399image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:24.149653image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:28.693643image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:33.487604image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:38.157155image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:42.785095image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:47.281502image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:51.787806image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:56.498821image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:01.053059image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:05.583393image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:10.290874image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:14.802423image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:19.534885image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:24.284888image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:29.083015image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:33.869350image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:38.381848image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:42.908385image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:47.315843image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:52.198855image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:10.637825image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:15.258418image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:19.872296image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:24.349547image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:28.893299image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:33.699896image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:38.356420image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:42.994880image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:47.474334image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:51.994538image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:56.688218image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:01.259076image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:05.891939image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:10.496578image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:15.025455image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:19.735007image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:24.511154image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:29.301006image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:34.062873image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:38.575639image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:43.102021image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:47.513102image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:52.398743image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:10.840439image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:15.449890image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:20.066034image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:24.545853image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:29.090291image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:33.905868image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:38.538798image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:43.173534image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:47.662745image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:52.193643image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:56.883197image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:01.459920image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:06.098501image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:10.696811image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:15.220563image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:19.935480image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:24.702996image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:29.626543image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:34.257866image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:38.758271image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:43.287928image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:47.712370image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:52.595385image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:11.051661image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:15.662279image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:20.268177image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:24.740486image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:29.287795image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:34.129098image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:38.726138image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:43.367285image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:47.843848image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:52.393648image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:57.085734image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:01.644701image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:06.298189image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:10.898621image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:15.433478image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:20.140920image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:24.908929image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:29.828109image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:34.451019image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:38.957272image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:43.474550image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:47.895512image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:52.789298image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:11.257556image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:15.859797image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:20.466167image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:24.931130image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:29.487964image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:34.337821image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:38.919890image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:43.566976image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:48.032008image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:52.587497image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:57.275296image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:01.851217image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:06.516361image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:11.097380image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:15.621737image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:20.334714image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:25.096667image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:30.034509image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:34.650525image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:39.149046image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:43.665354image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:48.091445image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:52.989675image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:11.457345image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:16.055728image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:20.654631image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:25.130994image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:29.693588image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:34.546674image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:39.103119image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:43.761779image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:48.219734image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:52.787476image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:57.476303image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:02.035084image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:06.721859image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:11.297042image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:15.821278image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:20.544602image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:25.314798image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:30.240349image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:34.850593image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:39.338778image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:43.859178image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:48.289346image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:53.189531image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:11.669387image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:16.250521image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:20.847877image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:25.325478image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:29.900161image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:34.746405image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:39.314203image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:43.954318image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:48.413284image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:52.981700image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:57.662904image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:02.233173image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:06.933910image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:11.477614image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:16.025696image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:20.748879image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:25.502646image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:30.452312image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:35.050735image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:39.529939image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:44.059716image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:48.481735image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:53.389369image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:11.876029image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:16.445641image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:21.035675image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:25.523049image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:30.117450image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:34.951705image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:39.503681image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:44.149139image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:48.607156image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:53.181769image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:57.843306image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:02.435692image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:07.122314image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:11.697101image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:16.221406image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:20.952831image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:25.702583image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:30.652045image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:35.244282image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:39.716715image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:44.255452image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:48.680842image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:53.589278image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:12.088107image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:16.637266image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:21.229503image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:25.725801image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:30.317038image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:35.157676image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:39.707846image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:44.348135image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:48.819195image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:53.387096image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:58.058201image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:02.649073image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:07.328858image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:11.900423image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:16.423093image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:21.188899image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:25.928838image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:30.858392image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:35.444192image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:39.916716image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:44.451226image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:48.876713image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:53.795119image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:12.287963image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:16.831136image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:21.429171image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:25.931179image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:30.517005image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:35.357700image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:39.907212image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:44.542081image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:49.019157image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:53.584367image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:58.251229image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:02.854645image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:07.506071image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:12.090427image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:16.606130image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:21.389919image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:26.138779image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:31.070204image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:35.644102image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:40.109128image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:44.640685image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:49.076643image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:53.994843image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:12.488164image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:17.019609image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:21.623822image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:26.143291image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:30.829964image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:35.557949image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:40.114088image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:44.736266image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:49.219757image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:53.783394image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:58.456316image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:03.052428image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:07.703691image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:12.293153image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:16.797261image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:21.595575image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:26.346664image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:31.269971image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:35.847045image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:40.296904image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:44.836759image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:49.275385image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:54.193108image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:12.693658image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:17.212815image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:21.819321image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:26.343094image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:31.031034image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:35.761420image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:40.295865image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:44.935843image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:49.424913image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:54.100800image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:58.655437image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:03.237048image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:07.911309image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:12.496408image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:16.981868image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:21.801111image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:26.550119image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:31.469998image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:36.043061image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:40.485251image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:45.025614image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:49.471414image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:54.395047image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:12.888784image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:17.406730image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:22.016959image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:26.542709image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:31.236149image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:35.964329image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:40.495043image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:45.130139image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:49.625396image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:54.302701image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:58.857378image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:03.435740image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:08.114915image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:12.689914image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:17.291140image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:22.007358image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:26.770887image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:31.682080image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:36.238239image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:40.789955image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:45.217590image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:49.671537image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:54.601474image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:13.099228image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:17.595137image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:22.205724image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:26.738279image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:31.441675image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:36.164052image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:40.683227image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:45.324457image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:49.813345image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:54.504528image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:59.058079image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:03.620540image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:08.290730image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:12.876951image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:17.475161image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:22.212805image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:26.987138image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:31.870675image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:36.431680image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:40.981602image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:45.410647image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:49.869099image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:54.800738image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:13.300242image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:17.788701image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:22.403247image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:26.931095image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:31.649792image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:36.369705image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:40.870594image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:45.529529image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:49.994599image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:54.707359image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:59.259864image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:03.809835image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:08.505709image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:13.073012image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:17.667662image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:22.442976image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:27.198807image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:32.071138image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:36.629964image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:41.172845image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:45.610483image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:50.074375image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:55.005271image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:13.511201image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:17.982054image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:22.592045image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:27.139930image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:31.831574image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:36.567088image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:41.064565image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:45.729372image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:50.201518image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:54.916792image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:59.457584image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:04.001372image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:08.731336image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:13.265501image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:17.859374image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:22.655336image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:27.410860image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:32.275640image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:36.825423image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:41.365739image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:45.798199image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:50.283274image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:55.205343image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:13.705209image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:18.177001image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:22.790245image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:27.334287image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:32.029118image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:36.763122image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:41.253369image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:45.941834image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:50.394475image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:55.108863image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:59.649785image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:04.201298image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:08.932818image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:13.461427image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:18.058671image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:22.871057image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:27.622870image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:32.482155image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:37.019528image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:41.563166image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:45.991075image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:50.481225image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:55.400608image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:13.917057image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:18.370027image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:22.968166image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:27.528542image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:32.246996image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:36.975659image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:41.452092image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:46.129371image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:50.582194image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:55.302781image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:39:59.833610image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:04.383036image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:09.121121image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:13.647951image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:18.257401image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:23.079260image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:27.829528image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:32.675952image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:37.219341image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:41.753164image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:46.179690image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
2025-12-04T20:40:50.689163image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/

Correlations

2025-12-04T20:41:01.072409image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
CLoan_to_valueCredit_ScoreDFlagDebt_to_incomeMortgage_InsuranceNumber_of_unitsOLoan_to_valueSingle_borroweris_First_time_homeowneris_First_time_homeowner_Nois_Loan_purpose_cashis_Loan_purpose_nocais_Loan_purpose_purcis_Occupancy_status_inveis_Occupancy_status_primis_Occupancy_status_secois_Origination_channel_brokis_Origination_channel_corris_Origination_channel_retais_Property_type_condis_Property_type_coopis_Property_type_manuis_Property_type_pudis_Property_type_sing
CLoan_to_value1.0000.1350.0330.0120.7200.0080.9870.0150.385-0.385-0.375-0.1830.543-0.0500.0630.0260.0140.086-0.0830.033-0.0400.0170.034-0.059
Credit_Score0.1351.0000.0430.0080.0980.0010.1310.0080.031-0.031-0.0700.0270.0570.012-0.0150.0020.0230.019-0.0390.0060.001-0.0020.029-0.035
DFlag0.0330.0431.0000.0450.0390.0080.0370.0330.0350.0350.0050.0580.0520.0040.0060.0040.0000.0330.0320.0040.0000.0040.0060.007
Debt_to_income0.0120.0080.0451.0000.0110.0040.0120.004-0.0180.0180.021-0.0470.0270.015-0.0170.0010.0120.004-0.0260.0020.002-0.0150.029-0.038
Mortgage_Insurance0.7200.0980.0390.0111.0000.3640.7250.1940.556-0.556-0.500-0.3380.5680.095-0.0690.3940.1920.178-0.1650.218-0.4350.235-0.098-0.044
Number_of_units0.0080.0010.0080.0040.3641.0000.0080.4140.468-0.468-0.543-0.4990.3240.320-0.2990.8400.3660.242-0.2190.383-0.8910.446-0.3210.099
OLoan_to_value0.9870.1310.0370.0120.7250.0081.0000.0170.384-0.384-0.366-0.1890.541-0.0490.0610.0260.0150.082-0.0790.033-0.0390.0180.030-0.056
Single_borrower0.0150.0080.0330.0040.1940.4140.0171.0000.265-0.265-0.241-0.2660.1720.181-0.1650.4300.1940.127-0.1150.236-0.4610.237-0.139-0.025
is_First_time_homeowner0.3850.0310.035-0.0180.5560.4680.3840.2651.000-1.000-0.498-0.4630.6130.126-0.0900.4850.2640.205-0.1980.311-0.5410.311-0.164-0.037
is_First_time_homeowner_No-0.385-0.0310.0350.018-0.556-0.468-0.384-0.265-1.0001.0000.4980.463-0.613-0.1260.090-0.485-0.264-0.2050.198-0.3110.541-0.3110.1640.037
is_Loan_purpose_cash-0.375-0.0700.0050.021-0.500-0.543-0.366-0.241-0.4980.4981.0000.067-0.660-0.1600.157-0.517-0.231-0.2000.198-0.2560.537-0.2670.1290.033
is_Loan_purpose_noca-0.1830.0270.058-0.047-0.338-0.499-0.189-0.266-0.4630.4630.0671.000-0.594-0.2120.206-0.534-0.226-0.1820.156-0.2710.558-0.2940.1510.031
is_Loan_purpose_purc0.5430.0570.0520.0270.5680.3240.5410.1720.613-0.613-0.660-0.5941.0000.099-0.1080.3750.1890.203-0.1970.240-0.3770.226-0.058-0.101
is_Occupancy_status_inve-0.0500.0120.0040.0150.0950.320-0.0490.1810.126-0.126-0.160-0.2120.0991.000-0.9490.336-0.357-0.2280.193-0.397-0.362-0.4630.301-0.394
is_Occupancy_status_prim0.063-0.0150.006-0.017-0.069-0.2990.061-0.165-0.0900.0900.1570.206-0.108-0.9491.000-0.4080.3410.218-0.1840.3710.3390.441-0.2890.384
is_Occupancy_status_seco0.0260.0020.0040.0010.3940.8400.0260.4300.485-0.485-0.517-0.5340.3750.336-0.4081.0000.4060.274-0.2430.444-0.9410.501-0.262-0.023
is_Origination_channel_brok0.0140.0230.0000.0120.1920.3660.0150.1940.264-0.264-0.231-0.2260.189-0.3570.3410.4061.0000.272-0.5560.687-0.4290.777-0.4400.277
is_Origination_channel_corr0.0860.0190.0330.0040.1780.2420.0820.1270.205-0.205-0.200-0.1820.203-0.2280.2180.2740.2721.000-0.8350.440-0.2890.499-0.2530.151
is_Origination_channel_reta-0.083-0.0390.032-0.026-0.165-0.219-0.079-0.115-0.1980.1980.1980.156-0.1970.193-0.184-0.243-0.556-0.8351.000-0.3960.257-0.4370.218-0.120
is_Property_type_cond0.0330.0060.0040.0020.2180.3830.0330.2360.311-0.311-0.256-0.2710.240-0.3970.3710.4440.6870.440-0.3961.000-0.4610.846-0.5300.171
is_Property_type_coop-0.0400.0010.0000.002-0.435-0.891-0.039-0.461-0.5410.5410.5370.558-0.377-0.3620.339-0.941-0.429-0.2890.257-0.4611.000-0.5290.2790.011
is_Property_type_manu0.017-0.0020.004-0.0150.2350.4460.0180.2370.311-0.311-0.267-0.2940.226-0.4630.4410.5010.7770.499-0.4370.846-0.5291.000-0.5570.350
is_Property_type_pud0.0340.0290.0060.029-0.098-0.3210.030-0.139-0.1640.1640.1290.151-0.0580.301-0.289-0.262-0.440-0.2530.218-0.5300.279-0.5571.000-0.831
is_Property_type_sing-0.059-0.0350.007-0.038-0.0440.099-0.056-0.025-0.0370.0370.0330.031-0.101-0.3940.384-0.0230.2770.151-0.1200.1710.0110.350-0.8311.000

Missing values

2025-12-04T20:40:55.534775image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
A simple visualization of nullity by column.
2025-12-04T20:40:56.572706image/svg+xmlMatplotlib v3.10.0, https://matplotlib.org/
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

Credit_ScoreMortgage_InsuranceNumber_of_unitsCLoan_to_valueDebt_to_incomeOLoan_to_valueSingle_borroweris_Loan_purpose_purcis_Loan_purpose_cashis_Loan_purpose_nocais_First_time_homeowneris_First_time_homeowner_Nois_Occupancy_status_primis_Occupancy_status_inveis_Occupancy_status_secois_Origination_channel_retais_Origination_channel_brokis_Origination_channel_corris_Origination_channel_tpois_Property_type_condis_Property_type_coopis_Property_type_manuis_Property_type_pudis_Property_type_singDFlag
00.155715-0.602523-0.123232-0.502733-0.820477-0.4708531.017665-0.913772-0.6289041.680312-0.5014020.5014020.294838-0.245617-0.153712-1.2037482.964673-0.6642950.03.696126-0.034007-0.060643-0.59067-1.4195040.0
10.272707-0.602523-0.1232320.2740780.7266940.3005801.0176651.094365-0.628904-0.595128-0.5014020.5014020.294838-0.245617-0.1537120.830739-0.337305-0.6642950.03.696126-0.034007-0.060643-0.59067-1.4195040.0
20.038724-0.094432-0.1232320.597749-0.9394900.622010-0.982641-0.913772-0.6289041.680312-0.5014020.5014020.294838-0.245617-0.153712-1.203748-0.3373051.5053550.0-0.270554-0.034007-0.060643-0.590670.7044710.0
31.0136521.514524-0.1232320.9214200.9647200.943441-0.9826411.094365-0.628904-0.595128-0.5014020.5014020.294838-0.245617-0.1537120.830739-0.337305-0.6642950.0-0.270554-0.034007-0.060643-0.590670.7044710.0
4-0.4682391.514524-0.1232320.921420-0.1063980.943441-0.9826411.094365-0.628904-0.5951281.994407-1.9944070.294838-0.245617-0.153712-1.203748-0.3373051.5053550.0-0.270554-0.034007-0.060643-0.590670.7044710.0
5-0.390245-0.602523-0.1232320.2740780.3696550.300580-0.982641-0.9137721.590069-0.595128-0.5014020.5014020.294838-0.245617-0.1537120.830739-0.337305-0.6642950.0-0.270554-0.034007-0.060643-0.590670.7044710.0
61.1696411.937933-0.1232321.2450910.4886681.264871-0.9826411.094365-0.628904-0.595128-0.5014020.5014020.294838-0.245617-0.1537120.830739-0.337305-0.6642950.0-0.270554-0.034007-0.060643-0.590670.7044710.0
70.7796691.937933-0.1232321.2450910.4886681.2648711.0176651.094365-0.628904-0.5951281.994407-1.9944070.294838-0.245617-0.153712-1.203748-0.3373051.5053550.0-0.270554-0.034007-0.060643-0.590670.7044710.0
80.116718-0.602523-0.123232-3.4157731.559786-3.3637261.017665-0.9137721.590069-0.595128-0.5014020.5014020.294838-0.245617-0.1537120.830739-0.337305-0.6642950.0-0.270554-0.034007-0.060643-0.590670.7044710.0
91.208638-0.602523-0.123232-1.6032150.845707-1.563716-0.982641-0.913772-0.6289041.680312-0.5014020.501402-3.3916884.071378-0.1537120.830739-0.337305-0.6642950.0-0.270554-0.034007-0.060643-0.590670.7044710.0
Credit_ScoreMortgage_InsuranceNumber_of_unitsCLoan_to_valueDebt_to_incomeOLoan_to_valueSingle_borroweris_Loan_purpose_purcis_Loan_purpose_cashis_Loan_purpose_nocais_First_time_homeowneris_First_time_homeowner_Nois_Occupancy_status_primis_Occupancy_status_inveis_Occupancy_status_secois_Origination_channel_retais_Origination_channel_brokis_Origination_channel_corris_Origination_channel_tpois_Property_type_condis_Property_type_coopis_Property_type_manuis_Property_type_pudis_Property_type_singDFlag
14199000.757613-0.681942-0.1292090.2126231.3348330.2262480.963931.000721-0.617962-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
1419901-1.151666-0.681942-0.1292090.212623-0.6983840.2262480.963931.000721-0.617962-0.5372921.742325-1.7423250.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
1419902-0.884367-0.681942-0.1292090.028658-0.6983840.041972-1.03742-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.166504-1.067769-0.3605511.3561550.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
14199031.063098-0.681942-0.1292090.2126230.6172270.2262480.96393-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.166504-1.067769-0.3605511.3561550.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
1419904-0.006098-0.681942-0.129209-0.5232370.736828-0.5108560.96393-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.166504-1.067769-0.3605511.3561550.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
14199050.681242-0.681942-0.129209-2.424208-1.057187-2.415042-1.03742-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.166504-1.067769-0.3605511.3561550.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
1419906-0.197026-0.681942-0.129209-2.2402430.378025-2.230766-1.03742-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.166504-1.067769-0.3605511.3561550.0-0.27966-0.033967-0.0764941.735384-1.4288070.0
1419907-1.609892-0.681942-0.129209-0.4619150.976030-0.449431-1.03742-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
1419908-1.304408-0.681942-0.129209-2.056278-0.578783-2.046490-1.03742-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.27966-0.033967-0.076494-0.5762410.6998850.0
14199090.948541-0.681942-0.129209-0.8298450.617227-0.8179830.96393-0.999280-0.6179621.861186-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.27966-0.033967-0.076494-0.5762410.6998850.0

Duplicate rows

Most frequently occurring

Credit_ScoreMortgage_InsuranceNumber_of_unitsCLoan_to_valueDebt_to_incomeOLoan_to_valueSingle_borroweris_Loan_purpose_purcis_Loan_purpose_cashis_Loan_purpose_nocais_First_time_homeowneris_First_time_homeowner_Nois_Occupancy_status_primis_Occupancy_status_inveis_Occupancy_status_secois_Origination_channel_retais_Origination_channel_brokis_Origination_channel_corris_Origination_channel_tpois_Property_type_condis_Property_type_coopis_Property_type_manuis_Property_type_pudis_Property_type_singDFlag# duplicates
539500.184829-0.681942-0.1292090.2126230.8564290.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.022
1171541.101283-0.681942-0.1292090.2126230.9760300.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.020
562510.223015-0.681942-0.1292090.2126230.8564290.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.018
694330.413943-0.681942-0.1292090.2126230.9760300.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.018
870290.681242-0.681942-0.1292090.2126230.8564290.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.017
922780.757613-0.681942-0.1292090.2126230.8564290.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.017
1268771.2145461.302941-0.1336421.2040540.6735191.2146600.9598320.810294-0.615207-0.3723841.531773-1.5317730.308426-0.251589-0.1676390.845212-0.338340-0.6765210.0-0.275812-0.033265-0.073969-0.5833730.7036410.017
743320.490314-0.681942-0.1292090.2126230.9760300.226248-1.037420-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.016
818980.604871-0.681942-0.1292090.2126230.9760300.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.016
1049220.948541-0.681942-0.1292090.2126230.9760300.2262480.963930-0.9992801.618222-0.537292-0.5739460.5739460.289457-0.230218-0.1665040.936532-0.360551-0.7373790.0-0.279660-0.033967-0.076494-0.5762410.6998850.016